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-content-hash = "29303d9f5e4beb16bbd62e80810294df24508972f8e38a71938c4531fc33a900" +content-hash = "314d59d48b52557fae6ec8918e6cc6f7f4d3af0ddcdfc5737448eee5d28f9a0a" diff --git a/pyproject.toml b/pyproject.toml index ab5ee5eb6..7657048f3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -108,6 +108,7 @@ nltk = "^3.9.1" bson = "^0.5.10" lark = "^1.2.2" jq = "^1.8.0" +clickhouse-connect = {version = "0.7.19", optional = true, extras = ["clickhouse-connect"]} [tool.poetry.group.dev.dependencies] diff --git a/src/backend/base/langflow/components/vectorstores/Clickhouse.py b/src/backend/base/langflow/components/vectorstores/Clickhouse.py new file mode 100644 index 000000000..fe61e0fb7 --- /dev/null +++ b/src/backend/base/langflow/components/vectorstores/Clickhouse.py @@ -0,0 +1,134 @@ +from typing import List + +from langchain_community.vectorstores import Clickhouse, ClickhouseSettings + +from langflow.base.vectorstores.model import LCVectorStoreComponent, check_cached_vector_store +from langflow.helpers.data import docs_to_data +from langflow.inputs import BoolInput, FloatInput +from langflow.io import ( + HandleInput, + IntInput, + StrInput, + SecretStrInput, + DataInput, + DropdownInput, + MultilineInput, + DictInput, +) +from langflow.schema import Data + + +class ClickhouseVectorStoreComponent(LCVectorStoreComponent): + display_name = "Clickhouse" + description = "Clickhouse Vector Store with search capabilities" + documentation = "https://python.langchain.com/v0.2/docs/integrations/vectorstores/clickhouse/" + name = "Clickhouse" + icon = "Clickhouse" + + inputs = [ + StrInput(name="host", display_name="hostname", required=True, value="localhost"), + IntInput(name="port", display_name="port", required=True, value=8123), + StrInput(name="database", display_name="database", required=True), + StrInput(name="table", display_name="Table name", required=True), + StrInput(name="username", display_name="The ClickHouse user name.", required=True), + SecretStrInput(name="password", display_name="The password for username.", required=True), + DropdownInput( + name="index_type", + display_name="index_type", + options=["annoy", "vector_similarity"], + info="Type of the index.", + value="annoy", + advanced=True, + ), + DropdownInput( + name="metric", + display_name="metric", + options=["angular", "euclidean", "manhattan", "hamming", "dot"], + info="Metric to compute distance.", + value="angular", + advanced=True, + ), + BoolInput( + name="secure", + display_name="Use https/TLS. This overrides inferred values from the interface or port arguments.", + value=False, + advanced=True, + ), + StrInput(name="index_param", display_name="Param of the index", value="'L2Distance',100", advanced=True), + DictInput(name="index_query_params", display_name="index query params", advanced=True), + MultilineInput(name="search_query", display_name="Search Query"), + DataInput(name="ingest_data", display_name="Ingest Data", is_list=True), + HandleInput(name="embedding", display_name="Embedding", input_types=["Embeddings"]), + IntInput( + name="number_of_results", + display_name="Number of Results", + info="Number of results to return.", + value=4, + advanced=True, + ), + FloatInput(name="score_threshold", display_name="Score threshold", advanced=True), + ] + + @check_cached_vector_store + def build_vector_store(self) -> Clickhouse: + try: + import clickhouse_connect # type: ignore + except ImportError as e: + raise ImportError( + "Failed to import Clickhouse dependencies. Install it using `pip install langflow[clickhouse-connect] --pre`" + ) from e + + try: + client = clickhouse_connect.get_client(host=self.host, username=self.username, password=self.password) + client.command("SELECT 1") + except Exception as e: + raise ValueError(f"Failed to connect to Clickhouse: {e}") + + documents = [] + for _input in self.ingest_data or []: + if isinstance(_input, Data): + documents.append(_input.to_lc_document()) + else: + documents.append(_input) + + kwargs = {} + if self.index_param: + kwargs["index_param"] = self.index_param.split(",") + if self.index_query_params: + kwargs["index_query_params"] = self.index_query_params + + settings = ClickhouseSettings( + table=self.table, + database=self.database, + host=self.host, + index_type=self.index_type, + metric=self.metric, + password=self.password, + port=self.port, + secure=self.secure, + username=self.username, + **kwargs, + ) + if documents: + clickhouse_vs = Clickhouse.from_documents(documents=documents, embedding=self.embedding, config=settings) + + else: + clickhouse_vs = Clickhouse(embedding=self.embedding, config=settings) + + return clickhouse_vs + + def search_documents(self) -> List[Data]: + vector_store = self.build_vector_store() + + if self.search_query and isinstance(self.search_query, str) and self.search_query.strip(): + kwargs = {} + if self.score_threshold: + kwargs["score_threshold"] = self.score_threshold + + docs = vector_store.similarity_search(query=self.search_query, k=self.number_of_results, **kwargs) + + data = docs_to_data(docs) + self.status = data + return data + else: + return [] diff --git a/src/backend/base/poetry.lock b/src/backend/base/poetry.lock index 89493d0c3..262304f5a 100644 --- a/src/backend/base/poetry.lock +++ b/src/backend/base/poetry.lock @@ -729,6 +729,96 @@ files = [ [package.dependencies] colorama = {version = "*", markers = "platform_system == \"Windows\""} +[[package]] +name = "clickhouse-connect" +version = "0.7.19" +description = 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diff --git a/src/frontend/src/icons/Clickhouse/Clickhouse.jsx b/src/frontend/src/icons/Clickhouse/Clickhouse.jsx new file mode 100644 index 000000000..61880df22 --- /dev/null +++ b/src/frontend/src/icons/Clickhouse/Clickhouse.jsx @@ -0,0 +1,17 @@ +const SvgClickhouseIcon = (props) => ( + + + + +); + +export default SvgClickhouseIcon; diff --git a/src/frontend/src/icons/Clickhouse/clickhouse.svg b/src/frontend/src/icons/Clickhouse/clickhouse.svg new file mode 100644 index 000000000..f2144b5d7 --- /dev/null +++ b/src/frontend/src/icons/Clickhouse/clickhouse.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/src/frontend/src/icons/Clickhouse/index.tsx b/src/frontend/src/icons/Clickhouse/index.tsx new file mode 100644 index 000000000..7038b83fc --- /dev/null +++ b/src/frontend/src/icons/Clickhouse/index.tsx @@ -0,0 +1,9 @@ +import React, { forwardRef } from "react"; +import SvgClickhouseIcon from "./Clickhouse"; + +export const ClickhouseIcon = forwardRef< + SVGSVGElement, + React.PropsWithChildren<{}> +>((props, ref) => { + return ; +}); diff --git a/src/frontend/src/utils/styleUtils.ts b/src/frontend/src/utils/styleUtils.ts index 9300eaa75..26256fd84 100644 --- a/src/frontend/src/utils/styleUtils.ts +++ b/src/frontend/src/utils/styleUtils.ts @@ -176,6 +176,7 @@ import { BingIcon } from "../icons/Bing"; import { BotMessageSquareIcon } from "../icons/BotMessageSquare"; import { CassandraIcon } from "../icons/Cassandra"; import { ChromaIcon } from "../icons/ChromaIcon"; +import { ClickhouseIcon } from "../icons/Clickhouse"; import { CohereIcon } from "../icons/Cohere"; import { ComposioIcon } from "../icons/Composio"; import { ConfluenceIcon } from "../icons/Confluence"; @@ -375,6 +376,7 @@ export const nodeIconsLucide: iconsType = { Cassandra: CassandraIcon, Chroma: ChromaIcon, Couchbase: CouchbaseIcon, + Clickhouse: ClickhouseIcon, AirbyteJSONLoader: AirbyteIcon, AmazonBedrockEmbeddings: AWSIcon, Amazon: AWSIcon,